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1、InformationScienceandStatisticsSeriesEditors:M.JordanJ.KleinbergB.SchölkopfInformationScienceandStatisticsAkaikeandKitagawa:ThePracticeofTimeSeriesAnalysis.Bishop:PatternRecognitionandMachineLearning.Cowell,Dawid,Lauritzen,andSpiegelhalter:ProbabilisticNetwor
2、ksandExpertSystems.Doucet,deFreitas,andGordon:SequentialMonteCarloMethodsinPractice.Fine:FeedforwardNeuralNetworkMethodology.HawkinsandOlwell:CumulativeSumChartsandChartingforQualityImprovement.JensenandNielsen:BayesianNetworksandDecisionGraphs,SecondEdition.
3、LeeandVerleysen:NonlinearDimensionalityReduction.Marchette:ComputerIntrusionDetectionandNetworkMonitoring:AStatisticalViewpoint.Rissanen:InformationandComplexityinStatisticalModeling.RubinsteinandKroese:TheCross-EntropyMethod:AUnifiedApproachtoCombinatorialOp
4、timization,MonteCarloSimulation,andMachineLearning.Studen´y:ProbabilisticConditionalIndependenceStructures.Vapnik:TheNatureofStatisticalLearningTheory,SecondEdition.Wallace:StatisticalandInductiveInferencebyMinimumMassageLength.FinnV.JensenandThomasD.NielsenB
5、ayesianNetworksandDecisionGraphsFebruary8,2007SpringerBerlinHeidelbergNewYorkHongKongLondonMilanParisTokyoFinnV.JensenThomasD.NielsenDepartmentofComputerScienceDepartmentofComputerScienceAalborgUniversityAalborgUniversityFredrikBajersVej7,buildingEFredrikBaje
6、rsVej7,buildingEDK-9220AalborgEAST,DK-9220AalborgEAST,DenmarkDenmarkfvj@cs.aau.dktdn@cs.aau.dkSeriesEditors:MichaelJordanJonKleinbergBernhardSchölkopfDivisionofComputerDepartmentofComputerMaxPlanckInstituteforScienceandDepartmentScienceBiologicalCyberneticsof
7、StatisticsCornellUniversitySpemannstrasse38UniversityofCalifornia,Ithaca,NY1485372076TübingenBerkeleyUSAGermanyBerkeley,CA94720USALibraryofCongressControlNumber:2006938666ISBN-10:0-387-68281-3eISBN-10:0-387-68282-1ISBN-13:978-0-387-68281-5eISBN-13:978-0-387-6
8、8282-2Printedonacid-freepaper.©2007SpringerScience+BusinessMedia,LLCAllrightsreserved.Thisworkmaynotbetranslatedorcopiedinwholeorinpartwithoutthewrittenpermissionofthepublisher(SpringerSc
